Pandas Profiling Report

Dataset statistics

Number of variables	158
Number of observations	7160
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.6 MiB
Average record size in memory	1.2 KiB

Variable types

BOOL	143
NUM	13
CAT	2

Warnings

`surg` is highly correlated with `procedure` and 1 other fields	High correlation
`procedure` is highly correlated with `surg` and 1 other fields	High correlation
`neoplasia_no` is highly correlated with `neoplasia__less_than_5years`	High correlation
`neoplasia__less_than_5years` is highly correlated with `neoplasia_no`	High correlation
`triscupid_valve_repair` is highly correlated with `triscupid_no`	High correlation
`triscupid_no` is highly correlated with `triscupid_valve_repair`	High correlation
`weightofproc_isolated_cabg` is highly correlated with `procedure` and 1 other fields	High correlation
`number` has 6470 (90.4%) zeros	Zeros
`angorclasseccs` has 5387 (75.2%) zeros	Zeros

Reproduction

Analysis started	2020-10-01 02:18:21.827476
Analysis finished	2020-10-01 02:20:31.206833
Duration	2 minutes and 9.38 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

es2
Real number (ℝ_≥0)

Distinct	4802
Distinct (%)	67.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.172159395
Minimum	0.49865156
Maximum	94.42075474
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	0.49865156
5-th percentile	0.6691633775
Q1	1.212628256
median	2.432048073
Q3	5.054356684
95-th percentile	18.17426679
Maximum	94.42075474
Range	93.92210318
Interquartile range (IQR)	3.841728428

Descriptive statistics

Standard deviation	9.079529069
Coefficient of variation (CV)	1.75546196
Kurtosis	28.79470349
Mean	5.172159395
Median Absolute Deviation (MAD)	1.481102758
Skewness	4.832278421
Sum	37032.66127
Variance	82.43784811
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.49865156	94	1.3%
0.6733049492	73	1.0%
0.6691633775	49	0.7%
0.8041374276	47	0.7%
0.580551453	40	0.6%
0.6743124659	34	0.5%
0.6820668878	34	0.5%
2.755068384	31	0.4%
0.5546841114	30	0.4%
3.308568087	30	0.4%
Other values (4792)	6698	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.49865156	94	1.3%
0.5017431343	8	0.1%
0.5130028663	9	0.1%
0.5277650158	8	0.1%
0.5310361264	1	< 0.1%

Value	Count	Frequency (%)
94.42075474	1	< 0.1%
91.69791611	1	< 0.1%
89.31071088	1	< 0.1%
85.78511071	1	< 0.1%
85.6218252	1	< 0.1%

genderpat_a
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	4869
1	2291

Common Values
Chart

Value	Count	Frequency (%)
0	4869	68.0%
1	2291	32.0%

agepat
Real number (ℝ_≥0)

Distinct	77
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	63.65726257
Minimum	18
Maximum	94
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	18
5-th percentile	37
Q1	55
median	65
Q3	75
95-th percentile	83
Maximum	94
Range	76
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	14.11531798
Coefficient of variation (CV)	0.2217393179
Kurtosis	0.1595236355
Mean	63.65726257
Median Absolute Deviation (MAD)	10
Skewness	-0.6632493769
Sum	455786
Variance	199.2422018
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	220	3.1%
75	220	3.1%
68	215	3.0%
66	209	2.9%
70	206	2.9%
76	202	2.8%
67	202	2.8%
74	202	2.8%
65	200	2.8%
61	198	2.8%
Other values (67)	5086	71.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	7	0.1%
19	8	0.1%
20	9	0.1%
21	9	0.1%
22	18	0.3%

Value	Count	Frequency (%)
94	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%
91	7	0.1%
90	11	0.2%

arterial_hypertension
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	4024
0	3136

Common Values
Chart

Value	Count	Frequency (%)
1	4024	56.2%
0	3136	43.8%

dyslipidemia
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	3591
0	3569

Common Values
Chart

Value	Count	Frequency (%)
1	3591	50.2%
0	3569	49.8%

previousangioplasty
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6297
1	863

Common Values
Chart

Value	Count	Frequency (%)
0	6297	87.9%
1	863	12.1%

recentmi_a
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6166
1	994

Common Values
Chart

Value	Count	Frequency (%)
0	6166	86.1%
1	994	13.9%

number
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1272524071
Minimum	0
Maximum	5
Zeros	6470
Zeros (%)	90.4%
Memory size	55.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4350660287
Coefficient of variation (CV)	3.418921801
Kurtosis	21.32680693
Mean	0.1272524071
Median Absolute Deviation (MAD)	0
Skewness	4.195820158
Sum	911.1272346
Variance	0.1892824493
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	6470	90.4%
1	516	7.2%
2	131	1.8%
3	37	0.5%
4	3	< 0.1%
5	2	< 0.1%
0.1272346369	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6470	90.4%
0.1272346369	1	< 0.1%
1	516	7.2%
2	131	1.8%
3	37	0.5%

Value	Count	Frequency (%)
5	2	< 0.1%
4	3	< 0.1%
3	37	0.5%
2	131	1.8%
1	516	7.2%

previous_cardiac_failure
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6034
1	1126

Common Values
Chart

Value	Count	Frequency (%)
0	6034	84.3%
1	1126	15.7%

previous_endocarditis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6936
1	224

Common Values
Chart

Value	Count	Frequency (%)
0	6936	96.9%
1	224	3.1%

neurologic_dysfunction
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6948
1	212

Common Values
Chart

Value	Count	Frequency (%)
0	6948	97.0%
1	212	3.0%

ulcer
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6851
1	309

Common Values
Chart

Value	Count	Frequency (%)
0	6851	95.7%
1	309	4.3%

previousradiotherapy
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7024
1	136

Common Values
Chart

Value	Count	Frequency (%)
0	7024	98.1%
1	136	1.9%

on_dialysis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7089
1	71

Common Values
Chart

Value	Count	Frequency (%)
0	7089	99.0%
1	71	1.0%

weight
Real number (ℝ_≥0)

Distinct	104
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	75.41323834
Minimum	32
Maximum	157
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	32
5-th percentile	52
Q1	65
median	75
Q3	85
95-th percentile	101
Maximum	157
Range	125
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	15.00789338
Coefficient of variation (CV)	0.1990087379
Kurtosis	0.5612346099
Mean	75.41323834
Median Absolute Deviation (MAD)	10
Skewness	0.4647559722
Sum	539958.7865
Variance	225.2368638
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	400	5.6%
80	395	5.5%
75	305	4.3%
60	236	3.3%
65	234	3.3%
85	211	2.9%
78	202	2.8%
90	194	2.7%
72	194	2.7%
68	187	2.6%
Other values (94)	4602	64.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
32	1	< 0.1%
34	1	< 0.1%
35	2	< 0.1%
36	2	< 0.1%
37	2	< 0.1%

Value	Count	Frequency (%)
157	1	< 0.1%
155	1	< 0.1%
140	2	< 0.1%
136	2	< 0.1%
133	2	< 0.1%

height
Real number (ℝ_≥0)

Distinct	66
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	168.4405544
Minimum	135
Maximum	205
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	135
5-th percentile	153
Q1	162
median	169
Q3	175
95-th percentile	183
Maximum	205
Range	70
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.442042055
Coefficient of variation (CV)	0.05605563393
Kurtosis	0.04720404379
Mean	168.4405544
Median Absolute Deviation (MAD)	6
Skewness	-0.001923729444
Sum	1206034.369
Variance	89.15215818
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
170	634	8.9%
160	462	6.5%
165	449	6.3%
175	385	5.4%
180	347	4.8%
172	312	4.4%
168	283	4.0%
173	269	3.8%
176	231	3.2%
169	226	3.2%
Other values (56)	3562	49.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
135	2	< 0.1%
140	12	0.2%
141	4	0.1%
142	6	0.1%
143	2	< 0.1%

Value	Count	Frequency (%)
205	4	0.1%
204	1	< 0.1%
202	1	< 0.1%
200	2	< 0.1%
199	3	< 0.1%

bmi
Real number (ℝ_≥0)

Distinct	1934
Distinct (%)	27.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	26.52469675
Minimum	11.97954711
Maximum	50.21913806
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	11.97954711
5-th percentile	19.81361719
Q1	23.45679012
median	26.02461194
Q3	29.06879615
95-th percentile	34.79803646
Maximum	50.21913806
Range	38.23959094
Interquartile range (IQR)	5.612006027

Descriptive statistics

Standard deviation	4.60888587
Coefficient of variation (CV)	0.173758287
Kurtosis	1.195529988
Mean	26.52469675
Median Absolute Deviation (MAD)	2.799180093
Skewness	0.7142305474
Sum	189916.8287
Variance	21.24182897
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.22145329	55	0.8%
25.95155709	47	0.7%
27.6816609	46	0.6%
23.4375	40	0.6%
24.69135802	35	0.5%
25.71166208	35	0.5%
27.34375	34	0.5%
24.48979592	33	0.5%
27.54820937	29	0.4%
25.390625	28	0.4%
Other values (1924)	6778	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11.97954711	1	< 0.1%
13.42720279	1	< 0.1%
13.59044995	1	< 0.1%
14.42960616	1	< 0.1%
14.60505497	1	< 0.1%

Value	Count	Frequency (%)
50.21913806	1	< 0.1%
49.6031746	1	< 0.1%
48.48783695	1	< 0.1%
48.45679012	1	< 0.1%
47.83950617	1	< 0.1%

nyhaclass
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

3	2789
4	2161
1	1538
2	672

Frequencies
Length

Value	Count	Frequency (%)
3	2789	39.0%
4	2161	30.2%
1	1538	21.5%
2	672	9.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

angorclasseccs
Real number (ℝ_≥0)

ZEROS

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5675977654
Minimum	0
Maximum	4
Zeros	5387
Zeros (%)	75.2%
Memory size	55.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.051361716
Coefficient of variation (CV)	1.852300662
Kurtosis	1.065523578
Mean	0.5675977654
Median Absolute Deviation (MAD)	0
Skewness	1.56780124
Sum	4064
Variance	1.105361459
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	5387	75.2%
2	1002	14.0%
3	502	7.0%
1	174	2.4%
4	95	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5387	75.2%
1	174	2.4%
2	1002	14.0%
3	502	7.0%
4	95	1.3%

Value	Count	Frequency (%)
4	95	1.3%
3	502	7.0%
2	1002	14.0%
1	174	2.4%
0	5387	75.2%

cardiacfailure
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6781
1	379

Common Values
Chart

Value	Count	Frequency (%)
0	6781	94.7%
1	379	5.3%

activeendocarditis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6839
1	321

Common Values
Chart

Value	Count	Frequency (%)
0	6839	95.5%
1	321	4.5%

criticalpreoperativestate_a
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6942
1	218

Common Values
Chart

Value	Count	Frequency (%)
0	6942	97.0%
1	218	3.0%

creatinine
Real number (ℝ_≥0)

Distinct	319
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	100.8511706
Minimum	35
Maximum	999
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	35
5-th percentile	59
Q1	75
median	88
Q3	106
95-th percentile	167
Maximum	999
Range	964
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	65.60877409
Coefficient of variation (CV)	0.6505504466
Kurtosis	70.10723991
Mean	100.8511706
Median Absolute Deviation (MAD)	15
Skewness	7.145745288
Sum	722094.3817
Variance	4304.511238
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	150	2.1%
76	149	2.1%
88	149	2.1%
80	147	2.1%
75	144	2.0%
77	142	2.0%
82	138	1.9%
89	137	1.9%
86	136	1.9%
78	135	1.9%
Other values (309)	5733	80.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
35	4	0.1%
37	2	< 0.1%
38	1	< 0.1%
39	2	< 0.1%
40	1	< 0.1%

Value	Count	Frequency (%)
999	4	0.1%
998	1	< 0.1%
990	1	< 0.1%
952	1	< 0.1%
949	1	< 0.1%

lvef
Real number (ℝ_≥0)

Distinct	73
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	57.82437087
Minimum	10
Maximum	89
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	10
5-th percentile	35
Q1	50
median	60
Q3	66
95-th percentile	75
Maximum	89
Range	79
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.97766587
Coefficient of variation (CV)	0.2071387148
Kurtosis	0.4715618029
Mean	57.82437087
Median Absolute Deviation (MAD)	7
Skewness	-0.6577950151
Sum	414022.4954
Variance	143.4644796
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	1442	20.1%
55	701	9.8%
70	656	9.2%
50	631	8.8%
65	440	6.1%
45	347	4.8%
40	241	3.4%
35	168	2.3%
30	153	2.1%
68	116	1.6%
Other values (63)	2265	31.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
15	2	< 0.1%
16	1	< 0.1%
17	1	< 0.1%
20	41	0.6%

Value	Count	Frequency (%)
89	2	< 0.1%
88	3	< 0.1%
87	2	< 0.1%
86	5	0.1%
85	6	0.1%

papsyst
Real number (ℝ_≥0)

Distinct	79
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	42.26595446
Minimum	10
Maximum	125
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	10
5-th percentile	26
Q1	40
median	42.26595446
Q3	42.26595446
95-th percentile	60
Maximum	125
Range	115
Interquartile range (IQR)	2.265954456

Descriptive statistics

Standard deviation	10.06598156
Coefficient of variation (CV)	0.2381581509
Kurtosis	6.712298828
Mean	42.26595446
Median Absolute Deviation (MAD)	0
Skewness	1.598280518
Sum	302624.2339
Variance	101.3239848
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42.26595446	3603	50.3%
30	360	5.0%
40	354	4.9%
35	316	4.4%
45	281	3.9%
50	272	3.8%
25	229	3.2%
55	144	2.0%
60	142	2.0%
70	78	1.1%
Other values (69)	1381	19.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
12	1	< 0.1%
14	1	< 0.1%
15	5	0.1%
16	2	< 0.1%

Value	Count	Frequency (%)
125	1	< 0.1%
120	1	< 0.1%
113	1	< 0.1%
110	2	< 0.1%
105	2	< 0.1%

lvefisotopic
Real number (ℝ_≥0)

Distinct	73
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	55.26565144
Minimum	14
Maximum	91
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	14
5-th percentile	55.26565144
Q1	55.26565144
median	55.26565144
Q3	55.26565144
95-th percentile	55.26565144
Maximum	91
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.393408514
Coefficient of variation (CV)	0.07949618615
Kurtosis	28.66663966
Mean	55.26565144
Median Absolute Deviation (MAD)	0
Skewness	-1.399613373
Sum	395702.0643
Variance	19.30203837
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55.26565144	6569	91.7%
60	32	0.4%
55	31	0.4%
65	27	0.4%
50	27	0.4%
70	19	0.3%
64	19	0.3%
40	19	0.3%
69	16	0.2%
45	15	0.2%
Other values (63)	386	5.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14	1	< 0.1%
15	2	< 0.1%
18	1	< 0.1%
19	2	< 0.1%
20	2	< 0.1%

Value	Count	Frequency (%)
91	1	< 0.1%
87	1	< 0.1%
85	3	< 0.1%
84	1	< 0.1%
83	1	< 0.1%

valvulopathy
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	4124
0	3036

Common Values
Chart

Value	Count	Frequency (%)
1	4124	57.6%
0	3036	42.4%

polyvalvulopathy
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6643
1	517

Common Values
Chart

Value	Count	Frequency (%)
0	6643	92.8%
1	517	7.2%

tricuspid
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6434
1	726

Common Values
Chart

Value	Count	Frequency (%)
0	6434	89.9%
1	726	10.1%

congenitalheartdisease
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7070
1	90

Common Values
Chart

Value	Count	Frequency (%)
0	7070	98.7%
1	90	1.3%

urgency
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6751
1	409

Common Values
Chart

Value	Count	Frequency (%)
0	6751	94.3%
1	409	5.7%

cabg
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	3738
1	3422

Common Values
Chart

Value	Count	Frequency (%)
0	3738	52.2%
1	3422	47.8%

intrahospitaldeath
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6754
1	406

Common Values
Chart

Value	Count	Frequency (%)
0	6754	94.3%
1	406	5.7%

aa
Real number (ℝ_≥0)

Distinct	36
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.465782123
Minimum	1
Maximum	36
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	7
Q3	17
95-th percentile	25
Maximum	36
Range	35
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	8.628943721
Coefficient of variation (CV)	0.9115933167
Kurtosis	-0.849319264
Mean	9.465782123
Median Absolute Deviation (MAD)	6
Skewness	0.6291229964
Sum	67775
Variance	74.45866973
Monotocity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
1	2460	34.4%
4	220	3.1%
17	220	3.1%
10	215	3.0%
8	209	2.9%
12	206	2.9%
18	202	2.8%
9	202	2.8%
16	202	2.8%
7	200	2.8%
Other values (26)	2824	39.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2460	34.4%
2	178	2.5%
3	198	2.8%
4	220	3.1%
5	186	2.6%

Value	Count	Frequency (%)
36	1	< 0.1%
35	1	< 0.1%
34	1	< 0.1%
33	7	0.1%
32	11	0.2%

mi
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	5703
1	1457

Common Values
Chart

Value	Count	Frequency (%)
0	5703	79.7%
1	1457	20.3%

renalimpairment
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6941
1	219

Common Values
Chart

Value	Count	Frequency (%)
0	6941	96.9%
1	219	3.1%

ua
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7065
1	95

Common Values
Chart

Value	Count	Frequency (%)
0	7065	98.7%
1	95	1.3%

pulmonaryhypertension
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6827
1	333

Common Values
Chart

Value	Count	Frequency (%)
0	6827	95.3%
1	333	4.7%

lv1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7027
1	133

Common Values
Chart

Value	Count	Frequency (%)
0	7027	98.1%
1	133	1.9%

lv2
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6008
1	1152

Common Values
Chart

Value	Count	Frequency (%)
0	6008	83.9%
1	1152	16.1%

procedure
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	4512
0	2648

Common Values
Chart

Value	Count	Frequency (%)
1	4512	63.0%
0	2648	37.0%

diabetesoninsulin
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6595
1	565

Common Values
Chart

Value	Count	Frequency (%)
0	6595	92.1%
1	565	7.9%

clearance
Real number (ℝ_≥0)

Distinct	6504
Distinct (%)	90.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	77.18838315
Minimum	5.551
Maximum	262.728
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	5.551
5-th percentile	30.88606047
Q1	54.43321646
median	73.90337954
Q3	96.06110039
95-th percentile	134.8787852
Maximum	262.728
Range	257.177
Interquartile range (IQR)	41.62788392

Descriptive statistics

Standard deviation	32.28511673
Coefficient of variation (CV)	0.4182639331
Kurtosis	1.16818266
Mean	77.18838315
Median Absolute Deviation (MAD)	20.72208338
Skewness	0.7246150068
Sum	552668.8234
Variance	1042.328762
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77.18585061	31	0.4%
88.56	11	0.2%
92.25	11	0.2%
108.24	10	0.1%
103.32	9	0.1%
98.4	8	0.1%
94.71	8	0.1%
102.09	6	0.1%
110.7	6	0.1%
46.8	6	0.1%
Other values (6494)	7054	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.551	1	< 0.1%
5.85755511	1	< 0.1%
5.858530806	1	< 0.1%
5.939459459	1	< 0.1%
6.060314136	1	< 0.1%

Value	Count	Frequency (%)
262.728	1	< 0.1%
259.8061224	1	< 0.1%
248.46	1	< 0.1%
247.8222222	1	< 0.1%
239.0885714	1	< 0.1%

surg
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	4134
0	2648
2	378

Frequencies
Length

Value	Count	Frequency (%)
1	4134	57.7%
0	2648	37.0%
2	378	5.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

smoker_current
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6044
1	1116

Common Values
Chart

Value	Count	Frequency (%)
0	6044	84.4%
1	1116	15.6%

smoker_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	3680
1	3480

Common Values
Chart

Value	Count	Frequency (%)
0	3680	51.4%
1	3480	48.6%

smoker_past
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	4626
1	2534

Common Values
Chart

Value	Count	Frequency (%)
0	4626	64.6%
1	2534	35.4%

smoker_unknown
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7130
1	30

Common Values
Chart

Value	Count	Frequency (%)
0	7130	99.6%
1	30	0.4%

diabetes__status_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	5348
0	1812

Common Values
Chart

Value	Count	Frequency (%)
1	5348	74.7%
0	1812	25.3%

diabetes__status_oral_therapy
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	5913
1	1247

Common Values
Chart

Value	Count	Frequency (%)
0	5913	82.6%
1	1247	17.4%

coronary_artery_disease_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	4424
0	2736

Common Values
Chart

Value	Count	Frequency (%)
1	4424	61.8%
0	2736	38.2%

coronary_artery_disease_non_stemi
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6425
1	735

Common Values
Chart

Value	Count	Frequency (%)
0	6425	89.7%
1	735	10.3%

coronary_artery_disease_stable_angina
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	5881
1	1279

Common Values
Chart

Value	Count	Frequency (%)
0	5881	82.1%
1	1279	17.9%

coronary_artery_disease_stemi
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6438
1	722

Common Values
Chart

Value	Count	Frequency (%)
0	6438	89.9%
1	722	10.1%

acs__less_than__7_d
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6081
0	1079

Common Values
Chart

Value	Count	Frequency (%)
1	6081	84.9%
0	1079	15.1%

acs__less_than__90_d
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6555
1	605

Common Values
Chart

Value	Count	Frequency (%)
0	6555	91.6%
1	605	8.4%

acs__larger_than__90_d
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6686
1	474

Common Values
Chart

Value	Count	Frequency (%)
0	6686	93.4%
1	474	6.6%

previous_cardiac_surgery_cabg
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7092
1	68

Common Values
Chart

Value	Count	Frequency (%)
0	7092	99.1%
1	68	0.9%

previous_cardiac_surgery_combined
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7130
1	30

Common Values
Chart

Value	Count	Frequency (%)
0	7130	99.6%
1	30	0.4%

previous_cardiac_surgery_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6435
0	725

Common Values
Chart

Value	Count	Frequency (%)
1	6435	89.9%
0	725	10.1%

previous_cardiac_surgery_others
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7107
1	53

Common Values
Chart

Value	Count	Frequency (%)
0	7107	99.3%
1	53	0.7%

previous_cardiac_surgery_valvular
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6586
1	574

Common Values
Chart

Value	Count	Frequency (%)
0	6586	92.0%
1	574	8.0%

extracardiac_arteriopathy_carotid__larger_than_50%
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6779
1	381

Common Values
Chart

Value	Count	Frequency (%)
0	6779	94.7%
1	381	5.3%

extracardiac_arteriopathy_lower_limbs
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6823
1	337

Common Values
Chart

Value	Count	Frequency (%)
0	6823	95.3%
1	337	4.7%

extracardiac_arteriopathy_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6178
0	982

Common Values
Chart

Value	Count	Frequency (%)
1	6178	86.3%
0	982	13.7%

extracardiac_arteriopathy_previous_vascular_surgery
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6896
1	264

Common Values
Chart

Value	Count	Frequency (%)
0	6896	96.3%
1	264	3.7%

previousembolicevent_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6738
0	422

Common Values
Chart

Value	Count	Frequency (%)
1	6738	94.1%
0	422	5.9%

previousembolicevent_peripheral
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7059
1	101

Common Values
Chart

Value	Count	Frequency (%)
0	7059	98.6%
1	101	1.4%

previousembolicevent_stroke
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6901
1	259

Common Values
Chart

Value	Count	Frequency (%)
0	6901	96.4%
1	259	3.6%

previousembolicevent_thrombosis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7145
1	15

Common Values
Chart

Value	Count	Frequency (%)
0	7145	99.8%
1	15	0.2%

previousembolicevent_visceral
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7113
1	47

Common Values
Chart

Value	Count	Frequency (%)
0	7113	99.3%
1	47	0.7%

previous_stroke_hemorragic_stroke
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7098
1	62

Common Values
Chart

Value	Count	Frequency (%)
0	7098	99.1%
1	62	0.9%

previous_stroke_ischemic_stroke
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6819
1	341

Common Values
Chart

Value	Count	Frequency (%)
0	6819	95.2%
1	341	4.8%

previous_stroke_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6558
0	602

Common Values
Chart

Value	Count	Frequency (%)
1	6558	91.6%
0	602	8.4%

previous_stroke_tia
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6961
1	199

Common Values
Chart

Value	Count	Frequency (%)
0	6961	97.2%
1	199	2.8%

copd_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6466
0	694

Common Values
Chart

Value	Count	Frequency (%)
1	6466	90.3%
0	694	9.7%

copd_untreaded
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6878
1	282

Common Values
Chart

Value	Count	Frequency (%)
0	6878	96.1%
1	282	3.9%

copd_yes_treated
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6748
1	412

Common Values
Chart

Value	Count	Frequency (%)
0	6748	94.2%
1	412	5.8%

neoplasia__less_than_5years
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6691
1	469

Common Values
Chart

Value	Count	Frequency (%)
0	6691	93.4%
1	469	6.6%

neoplasia_metatstasis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7140
1	20

Common Values
Chart

Value	Count	Frequency (%)
0	7140	99.7%
1	20	0.3%

neoplasia_no
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6595
0	565

Common Values
Chart

Value	Count	Frequency (%)
1	6595	92.1%
0	565	7.9%

neoplasia_no_metatstasis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7084
1	76

Common Values
Chart

Value	Count	Frequency (%)
0	7084	98.9%
1	76	1.1%

cirrhosis_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	7085
0	75

Common Values
Chart

Value	Count	Frequency (%)
1	7085	99.0%
0	75	1.0%

cirrhosis_pht
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7130
1	30

Common Values
Chart

Value	Count	Frequency (%)
0	7130	99.6%
1	30	0.4%

cirrhosis_uncomplicated
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7115
1	45

Common Values
Chart

Value	Count	Frequency (%)
0	7115	99.4%
1	45	0.6%

cardiac_rhythm_sinusal
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6310
0	850

Common Values
Chart

Value	Count	Frequency (%)
1	6310	88.1%
0	850	11.9%

singlevalvulopathy_ao_stenosis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	5417
1	1743

Common Values
Chart

Value	Count	Frequency (%)
0	5417	75.7%
1	1743	24.3%

singlevalvulopathy_aoi
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6646
1	514

Common Values
Chart

Value	Count	Frequency (%)
0	6646	92.8%
1	514	7.2%

singlevalvulopathy_fctl_mr
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7113
1	47

Common Values
Chart

Value	Count	Frequency (%)
0	7113	99.3%
1	47	0.7%

singlevalvulopathy_mitral_stenosis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6799
1	361

Common Values
Chart

Value	Count	Frequency (%)
0	6799	95.0%
1	361	5.0%

singlevalvulopathy_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	3673
0	3487

Common Values
Chart

Value	Count	Frequency (%)
1	3673	51.3%
0	3487	48.7%

singlevalvulopathy_org_mr
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6366
1	794

Common Values
Chart

Value	Count	Frequency (%)
0	6366	88.9%
1	794	11.1%

singlevalvulopathy_tricuspid
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7132
1	28

Common Values
Chart

Value	Count	Frequency (%)
0	7132	99.6%
1	28	0.4%

etiology_congenital
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6908
1	252

Common Values
Chart

Value	Count	Frequency (%)
0	6908	96.5%
1	252	3.5%

etiology_degenerative/dystrophic
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	5015
1	2145

Common Values
Chart

Value	Count	Frequency (%)
0	5015	70.0%
1	2145	30.0%

etiology_endocarditis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6797
1	363

Common Values
Chart

Value	Count	Frequency (%)
0	6797	94.9%
1	363	5.1%

etiology_inflammatory
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7151
1	9

Common Values
Chart

Value	Count	Frequency (%)
0	7151	99.9%
1	9	0.1%

etiology_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	3612
1	3548

Common Values
Chart

Value	Count	Frequency (%)
0	3612	50.4%
1	3548	49.6%

etiology_others
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6977
1	183

Common Values
Chart

Value	Count	Frequency (%)
0	6977	97.4%
1	183	2.6%

etiology_rheumatic
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6500
1	660

Common Values
Chart

Value	Count	Frequency (%)
0	6500	90.8%
1	660	9.2%

redo_a__bioproth._failure
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7048
1	112

Common Values
Chart

Value	Count	Frequency (%)
0	7048	98.4%
1	112	1.6%

redo_a_autre
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6998
1	162

Common Values
Chart

Value	Count	Frequency (%)
0	6998	97.7%
1	162	2.3%

redo_a_cabg
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7132
1	28

Common Values
Chart

Value	Count	Frequency (%)
0	7132	99.6%
1	28	0.4%

redo_a_endocarditis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7085
1	75

Common Values
Chart

Value	Count	Frequency (%)
0	7085	99.0%
1	75	1.0%

redo_a_mitral_valve_repair_failure
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7037
1	123

Common Values
Chart

Value	Count	Frequency (%)
0	7037	98.3%
1	123	1.7%

redo_a_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6602
0	558

Common Values
Chart

Value	Count	Frequency (%)
1	6602	92.2%
0	558	7.8%

redo_a_prosthetic_valve_thrombosis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7108
1	52

Common Values
Chart

Value	Count	Frequency (%)
0	7108	99.3%
1	52	0.7%

redo_a_yes
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7154
1	6

Common Values
Chart

Value	Count	Frequency (%)
0	7154	99.9%
1	6	0.1%

ascendingaorta_aneurysm
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6713
1	447

Common Values
Chart

Value	Count	Frequency (%)
0	6713	93.8%
1	447	6.2%

ascendingaorta_dissection
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7010
1	150

Common Values
Chart

Value	Count	Frequency (%)
0	7010	97.9%
1	150	2.1%

ascendingaorta_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6563
0	597

Common Values
Chart

Value	Count	Frequency (%)
1	6563	91.7%
0	597	8.3%

others_dissection
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7159
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	7159	> 99.9%
1	1	< 0.1%

others_dissection_type_b
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7156
1	4

Common Values
Chart

Value	Count	Frequency (%)
0	7156	99.9%
1	4	0.1%

others_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6989
0	171

Common Values
Chart

Value	Count	Frequency (%)
1	6989	97.6%
0	171	2.4%

others_others
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7075
1	85

Common Values
Chart

Value	Count	Frequency (%)
0	7075	98.8%
1	85	1.2%

others_pericarditis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7142
1	18

Common Values
Chart

Value	Count	Frequency (%)
0	7142	99.7%
1	18	0.3%

others_transplantation
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7159
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	7159	> 99.9%
1	1	< 0.1%

others_tumor
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7098
1	62

Common Values
Chart

Value	Count	Frequency (%)
0	7098	99.1%
1	62	0.9%

aortic_autogreffe
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7159
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	7159	> 99.9%
1	1	< 0.1%

aortic_bioprosthesis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	5432
1	1728

Common Values
Chart

Value	Count	Frequency (%)
0	5432	75.9%
1	1728	24.1%

aortic_homograft
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7145
1	15

Common Values
Chart

Value	Count	Frequency (%)
0	7145	99.8%
1	15	0.2%

aortic_mechanical
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6163
1	997

Common Values
Chart

Value	Count	Frequency (%)
0	6163	86.1%
1	997	13.9%

aortic_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	4400
0	2760

Common Values
Chart

Value	Count	Frequency (%)
1	4400	61.5%
0	2760	38.5%

aortic_valve_repair
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7141
1	19

Common Values
Chart

Value	Count	Frequency (%)
0	7141	99.7%
1	19	0.3%

mitral_bioprosthesis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6604
1	556

Common Values
Chart

Value	Count	Frequency (%)
0	6604	92.2%
1	556	7.8%

mitral_mechanical
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6498
1	662

Common Values
Chart

Value	Count	Frequency (%)
0	6498	90.8%
1	662	9.2%

mitral_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	5464
0	1696

Common Values
Chart

Value	Count	Frequency (%)
1	5464	76.3%
0	1696	23.7%

mitral_valve_repair
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6682
1	478

Common Values
Chart

Value	Count	Frequency (%)
0	6682	93.3%
1	478	6.7%

triscupid_bioprosthesis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7085
1	75

Common Values
Chart

Value	Count	Frequency (%)
0	7085	99.0%
1	75	1.0%

triscupid_homograft
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7157
1	3

Common Values
Chart

Value	Count	Frequency (%)
0	7157	> 99.9%
1	3	< 0.1%

triscupid_mechanical
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7157
1	3

Common Values
Chart

Value	Count	Frequency (%)
0	7157	> 99.9%
1	3	< 0.1%

triscupid_no
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6313
0	847

Common Values
Chart

Value	Count	Frequency (%)
1	6313	88.2%
0	847	11.8%

triscupid_valve_repair
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6394
1	766

Common Values
Chart

Value	Count	Frequency (%)
0	6394	89.3%
1	766	10.7%

ascendingaortasurgery_ascending_and_arch
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7111
1	49

Common Values
Chart

Value	Count	Frequency (%)
0	7111	99.3%
1	49	0.7%

ascendingaortasurgery_ascending_aorta
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7004
1	156

Common Values
Chart

Value	Count	Frequency (%)
0	7004	97.8%
1	156	2.2%

ascendingaortasurgery_ascending_aorta_+mitral_valve
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7158
1	2

Common Values
Chart

Value	Count	Frequency (%)
0	7158	> 99.9%
1	2	< 0.1%

ascendingaortasurgery_ascending_aorta+aortic_valve_repair
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7071
1	89

Common Values
Chart

Value	Count	Frequency (%)
0	7071	98.8%
1	89	1.2%

ascendingaortasurgery_ascending_aorta-cabg
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7155
1	5

Common Values
Chart

Value	Count	Frequency (%)
0	7155	99.9%
1	5	0.1%

ascendingaortasurgery_ascending_aorta-valve_repair
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7155
1	5

Common Values
Chart

Value	Count	Frequency (%)
0	7155	99.9%
1	5	0.1%

ascendingaortasurgery_ascending+aortic__valve
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7058
1	102

Common Values
Chart

Value	Count	Frequency (%)
0	7058	98.6%
1	102	1.4%

ascendingaortasurgery_bentall_bio
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7086
1	74

Common Values
Chart

Value	Count	Frequency (%)
0	7086	99.0%
1	74	1.0%

ascendingaortasurgery_bentall_bio+fop
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7159
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	7159	> 99.9%
1	1	< 0.1%

ascendingaortasurgery_bentall_bio+pac
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7155
1	5

Common Values
Chart

Value	Count	Frequency (%)
0	7155	99.9%
1	5	0.1%

ascendingaortasurgery_bentall_bio+plast
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7159
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	7159	> 99.9%
1	1	< 0.1%

ascendingaortasurgery_bentall_bio+rvm
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7159
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	7159	> 99.9%
1	1	< 0.1%

ascendingaortasurgery_bentall_bio+rvm+p
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7159
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	7159	> 99.9%
1	1	< 0.1%

ascendingaortasurgery_bentall_mec
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6950
1	210

Common Values
Chart

Value	Count	Frequency (%)
0	6950	97.1%
1	210	2.9%

ascendingaortasurgery_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6459
0	701

Common Values
Chart

Value	Count	Frequency (%)
1	6459	90.2%
0	701	9.8%

others.1_af
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7159
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	7159	> 99.9%
1	1	< 0.1%

others.1_congenital
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7130
1	30

Common Values
Chart

Value	Count	Frequency (%)
0	7130	99.6%
1	30	0.4%

others.1_myomectomy
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7133
1	27

Common Values
Chart

Value	Count	Frequency (%)
0	7133	99.6%
1	27	0.4%

others.1_no
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6822
0	338

Common Values
Chart

Value	Count	Frequency (%)
1	6822	95.3%
0	338	4.7%

others.1_others
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6945
1	215

Common Values
Chart

Value	Count	Frequency (%)
0	6945	97.0%
1	215	3.0%

others.1_pof
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7158
1	2

Common Values
Chart

Value	Count	Frequency (%)
0	7158	> 99.9%
1	2	< 0.1%

weightofproc_2_procedures
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	5633
1	1527

Common Values
Chart

Value	Count	Frequency (%)
0	5633	78.7%
1	1527	21.3%

weightofproc_3_procedures
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6470
1	690

Common Values
Chart

Value	Count	Frequency (%)
0	6470	90.4%
1	690	9.6%

weightofproc_isolated_cabg
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	4512
1	2648

Common Values
Chart

Value	Count	Frequency (%)
0	4512	63.0%
1	2648	37.0%

weightofproc_single_non_cabg
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	4865
1	2295

Common Values
Chart

Value	Count	Frequency (%)
0	4865	67.9%
1	2295	32.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	es2	agepat	arterial_hypertension	dyslipidemia	number	previous_endocarditis	previousradiotherapy	weight	height	bmi	nyhaclass	angorclasseccs	activeendocarditis	creatinine	lvef	papsyst	lvefisotopic	valvulopathy	congenitalheartdisease	urgency	cabg	intrahospitaldeath	aa	mi	procedure	clearance	surg	smoker_current	smoker_no	smoker_past	diabetes__status_no	diabetes__status_oral_therapy	coronary_artery_disease_no	coronary_artery_disease_non_stemi	acs__less_than__7_d	acs__larger_than__90_d	previous_cardiac_surgery_no	previous_cardiac_surgery_valvular	extracardiac_arteriopathy_no	previousembolicevent_no	previous_stroke_hemorragic_stroke	previous_stroke_no	previous_stroke_tia	copd_no	copd_untreaded	copd_yes_treated	neoplasia__less_than_5years	neoplasia_no	neoplasia_no_metatstasis	cirrhosis_no	cardiac_rhythm_sinusal	singlevalvulopathy_ao_stenosis	singlevalvulopathy_aoi	singlevalvulopathy_no	etiology_congenital	etiology_degenerative/dystrophic	etiology_endocarditis	etiology_no	etiology_others	redo_a_endocarditis	redo_a_no	ascendingaorta_aneurysm	ascendingaorta_dissection	ascendingaorta_no	others_no	others_others	aortic_bioprosthesis	aortic_mechanical	mitral_no	triscupid_no	ascendingaortasurgery_bentall_bio	ascendingaortasurgery_bentall_bio+fop	ascendingaortasurgery_bentall_bio+pac	ascendingaortasurgery_bentall_mec	ascendingaortasurgery_no	others.1_no	others.1_others	weightofproc_3_procedures	weightofproc_single_non_cabg
0	1.237539	75	1	1	0.0	0	0	91.0	180.0	28.086420	1	0	0	119.0	52.0	40.000000	57.000000	1	0	0	0	0	17	0	1	61.138235	1	0	0	1	0	1	1	0	1	0	1	0	1	1	0	1	0	0	1	0	0	0	1	1	1	1	0	0	0	1	0	0	0	0	1	0	0	1	1	0	1	0	1	1	0	0	0	0	1	1	0	0	1
1	22.124230	67	1	0	1.0	0	0	85.0	175.0	27.755102	3	0	1	72.0	68.0	38.000000	55.265651	1	0	0	0	0	9	1	1	106.002083	1	0	1	0	0	1	0	1	0	1	0	1	1	1	1	0	0	1	0	0	0	1	0	1	1	0	1	0	0	0	1	0	0	1	0	0	0	1	1	0	1	0	1	1	1	0	0	0	0	0	1	1	0
2	12.590731	74	1	0	0.0	0	0	74.0	177.0	23.620288	3	2	0	131.0	72.0	40.000000	55.265651	0	0	0	0	1	16	0	1	45.857405	1	0	0	1	1	0	1	0	1	0	1	0	1	1	0	1	0	1	0	0	0	1	0	1	1	0	0	1	0	0	0	1	0	0	1	1	0	0	1	0	1	0	1	1	1	0	0	0	0	0	1	1	0
3	4.889382	68	1	0	0.0	0	0	72.0	186.0	20.811655	3	0	0	73.0	67.0	35.000000	55.265651	1	0	0	0	0	10	0	1	87.346849	1	0	0	1	1	0	1	0	1	0	1	0	1	1	0	0	1	1	0	0	0	1	0	1	1	0	0	1	0	0	0	0	1	0	1	1	0	0	1	0	1	0	1	1	1	0	0	0	0	0	1	1	0
4	5.502809	68	0	1	0.0	0	1	64.0	169.0	22.408179	3	0	0	88.0	55.0	25.000000	55.265651	1	0	0	0	0	10	0	1	64.407273	1	0	0	1	0	1	1	0	1	0	1	0	1	1	0	1	0	1	0	0	1	0	0	1	1	0	1	0	1	0	0	0	0	0	1	1	0	0	1	0	1	0	1	1	1	0	0	0	0	0	1	1	0
5	4.430013	56	0	0	0.0	0	0	64.0	173.0	21.383942	3	0	0	102.0	60.0	42.265954	55.265651	1	0	0	0	0	1	0	1	64.828235	1	0	1	0	1	0	1	0	1	0	1	0	1	1	0	1	0	1	0	0	0	1	0	1	1	1	0	0	0	1	0	0	0	0	1	1	0	0	1	0	1	0	1	1	1	0	0	0	0	0	1	1	0
6	3.308568	25	0	0	0.0	0	0	60.0	167.0	21.513859	3	0	0	94.0	60.0	25.000000	55.265651	1	1	0	0	0	1	0	1	90.287234	1	0	1	0	1	0	1	0	1	0	1	0	1	1	0	1	0	1	0	0	0	1	0	1	1	0	0	1	1	0	0	0	0	0	1	1	0	0	1	0	1	0	1	1	1	0	0	0	0	0	1	1	0
7	17.946738	68	1	0	0.0	1	0	61.0	167.0	21.872423	4	0	0	118.0	50.0	42.265954	55.265651	1	0	0	0	0	10	0	1	45.781017	1	0	0	1	1	0	1	0	1	0	1	0	1	1	0	1	0	0	0	1	0	1	0	1	1	0	1	0	0	1	0	0	0	0	1	1	0	0	1	0	1	0	1	1	0	1	0	0	0	0	1	1	0
8	15.390011	74	0	0	0.0	0	0	74.0	170.0	25.605536	4	0	0	112.0	55.0	42.265954	55.265651	0	0	1	1	1	16	0	1	53.636786	1	0	1	0	1	0	1	0	1	0	1	0	1	1	0	1	0	1	0	0	0	1	0	1	1	0	0	1	0	0	0	1	0	0	1	0	1	0	1	0	1	0	1	1	0	0	1	0	0	0	1	1	0
9	4.552333	61	0	0	0.0	0	0	83.0	174.0	27.414454	3	0	0	102.0	60.0	42.265954	65.000000	1	1	0	0	0	3	0	1	79.069706	1	1	0	0	1	0	1	0	1	0	1	0	1	1	0	1	0	1	0	0	0	1	0	1	1	0	1	0	0	0	0	1	0	0	1	1	0	0	0	1	0	1	1	1	0	0	0	1	0	0	1	1	0

Last rows

	es2	agepat	arterial_hypertension	dyslipidemia	previousangioplasty	recentmi_a	number	previous_cardiac_failure	ulcer	weight	height	bmi	nyhaclass	angorclasseccs	criticalpreoperativestate_a	creatinine	lvef	papsyst	lvefisotopic	valvulopathy	tricuspid	cabg	intrahospitaldeath	aa	mi	lv1	lv2	procedure	diabetesoninsulin	clearance	surg	smoker_current	smoker_no	smoker_past	diabetes__status_no	diabetes__status_oral_therapy	coronary_artery_disease_no	coronary_artery_disease_non_stemi	coronary_artery_disease_stable_angina	coronary_artery_disease_stemi	acs__less_than__7_d	acs__less_than__90_d	acs__larger_than__90_d	previous_cardiac_surgery_cabg	previous_cardiac_surgery_no	previous_cardiac_surgery_valvular	extracardiac_arteriopathy_lower_limbs	extracardiac_arteriopathy_no	extracardiac_arteriopathy_previous_vascular_surgery	previousembolicevent_no	previous_stroke_ischemic_stroke	previous_stroke_no	copd_no	copd_untreaded	copd_yes_treated	neoplasia__less_than_5years	neoplasia_no	cirrhosis_no	cardiac_rhythm_sinusal	singlevalvulopathy_ao_stenosis	singlevalvulopathy_no	singlevalvulopathy_org_mr	singlevalvulopathy_tricuspid	etiology_degenerative/dystrophic	etiology_no	etiology_rheumatic	redo_a_autre	redo_a_cabg	redo_a_no	ascendingaorta_no	others_no	others_pericarditis	others_transplantation	aortic_mechanical	aortic_no	mitral_bioprosthesis	mitral_mechanical	mitral_no	triscupid_bioprosthesis	triscupid_no	triscupid_valve_repair	ascendingaortasurgery_no	others.1_others	weightofproc_2_procedures	weightofproc_3_procedures	weightofproc_single_non_cabg
7150	2.724217	57	0	1	1	0	0.0	1	0	70.0	170.0	24.221453	4	0	0	94.0	40.0	42.265954	45.000000	0	0	0	0	1	0	0	1	1	0	76.024468	2	0	0	1	1	0	1	0	0	0	1	0	0	0	1	0	1	0	0	1	0	1	1	0	0	0	1	1	1	0	1	0	0	0	1	0	0	0	1	1	0	1	0	0	1	0	0	1	0	1	0	1	1	0	0	1
7151	1.640286	50	1	1	0	0	0.0	1	0	114.0	176.0	36.802686	3	0	0	148.0	78.0	42.265954	74.000000	1	0	0	0	1	0	0	0	1	1	85.268919	1	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	1	0	1	0	1	1	0	0	0	1	1	1	1	0	0	0	1	0	0	0	0	1	1	0	1	0	1	0	0	0	1	0	1	0	1	1	1	0	0
7152	5.165886	66	0	1	0	0	0.0	1	1	88.0	171.0	30.094730	4	0	0	84.0	50.0	33.000000	55.265651	1	1	0	1	8	0	0	0	1	0	95.354286	1	0	1	0	1	0	1	0	0	0	1	0	0	0	1	0	0	1	0	1	1	0	0	0	1	0	1	1	1	0	0	1	0	0	1	0	0	0	1	1	0	1	0	0	1	1	0	0	0	0	1	1	1	0	1	0
7153	6.147625	43	1	0	0	0	0.0	1	0	55.0	171.0	18.809206	4	0	0	138.0	63.0	46.000000	55.265651	1	0	0	0	1	0	0	0	1	0	47.551087	1	0	1	0	1	0	1	0	0	0	1	0	0	0	1	0	0	1	0	1	0	1	1	0	0	0	1	1	0	0	0	1	0	1	0	0	0	0	1	1	1	0	0	0	1	0	1	0	0	0	1	1	1	0	1	0
7154	10.043518	71	1	1	1	1	1.0	1	0	66.0	166.0	23.951227	2	3	0	178.0	55.0	42.265954	55.265651	0	0	1	0	13	1	0	0	1	0	31.468652	2	1	0	0	0	1	0	1	0	0	0	1	0	1	0	0	0	1	0	1	0	1	0	1	0	0	1	1	1	0	1	0	0	0	1	0	0	1	0	1	1	0	0	0	1	0	0	1	0	1	0	1	1	1	0	0
7155	1.464295	75	1	1	0	0	0.0	0	0	83.0	172.0	28.055706	2	2	0	75.0	70.0	42.265954	55.265651	0	0	1	0	17	0	0	0	1	0	88.478000	2	0	1	0	0	1	0	0	1	0	1	0	0	0	1	0	0	1	0	1	0	1	1	0	0	1	0	1	1	0	1	0	0	0	1	0	0	0	1	1	0	1	0	0	1	0	0	1	0	1	0	1	1	1	0	0
7156	5.017429	68	1	1	0	0	0.0	0	0	87.0	174.0	28.735632	1	0	0	108.0	35.0	42.265954	55.265651	1	0	1	0	10	1	0	1	1	0	71.340000	1	0	0	1	0	1	0	0	0	1	0	0	1	0	1	0	0	0	1	1	0	1	1	0	0	0	1	1	1	0	0	0	1	1	0	0	0	0	1	1	1	0	0	0	1	0	0	1	0	0	1	1	1	0	1	0
7157	1.054651	58	0	0	0	0	0.0	0	0	80.0	166.0	29.031790	4	0	0	79.0	65.0	42.265954	55.265651	0	0	0	0	1	0	0	0	1	0	102.136709	2	1	0	0	1	0	1	0	0	0	1	0	0	0	1	0	0	1	0	1	0	1	0	0	1	0	1	1	1	0	1	0	0	0	1	0	0	0	1	1	0	1	0	0	1	0	0	1	0	1	0	1	1	0	0	1
7158	5.941663	56	0	0	0	0	2.0	1	0	75.0	169.0	26.259585	4	0	0	124.0	62.0	42.265954	55.265651	1	1	0	0	1	0	0	0	1	0	62.491935	1	0	0	1	1	0	1	0	0	0	1	0	0	0	0	1	0	1	0	1	0	1	1	0	0	0	1	1	0	0	0	0	1	0	0	1	1	0	0	1	1	0	0	0	1	0	0	1	1	0	0	1	1	1	0	0
7159	46.144126	23	0	0	0	0	1.0	1	0	90.0	192.0	24.414062	4	0	1	113.0	10.0	58.000000	55.265651	0	0	0	0	1	0	1	0	1	0	114.618584	2	0	1	0	1	0	1	0	0	0	1	0	0	0	0	1	0	1	0	1	0	1	1	0	0	0	1	1	1	0	1	0	0	0	1	0	1	0	0	1	0	0	1	0	1	0	0	1	0	1	0	1	1	0	0	1

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows